sakemin / audiosr-long-audio

Versatile Audio Super-resolution at Scale which upsamples audio files to 48khz. Longer audio input is possible with this model

Cold

Public
2.4K runs
L40S
GitHub
Paper

Run with an API

Playground API Examples README Versions

Input

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input_file

*file

Audio to upsample

truncated_batches

boolean

Truncate batches to 5.12 seconds. Essential with long audio files, due to memory issues.

Default: true

ddim_steps

integer

(minimum: 10, maximum: 500)

Number of inference steps

Default: 50

guidance_scale

number

(minimum: 1, maximum: 20)

Scale for classifier free guidance

Default: 3.5

seed

integer

Random seed. Leave blank to randomize the seed

Run this model in Node.js with one line of code:

npx create-replicate --model=sakemin/audiosr-long-audio

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run sakemin/audiosr-long-audio using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "sakemin/audiosr-long-audio:c09c6f035c611e15285c2d6c87837de80b1bc9d01cd3bd310efdae19adf28919",
  {
    input: {
      ddim_steps: 50,
      input_file: "https://replicate.delivery/pbxt/KAKI8ICYErWME5r97mH0u9PTiWSahhMWKQe6MBgyWt2bXku7/replicate-prediction-7qwdluzb3dgucqauj4gbkzl4w4.wav",
      guidance_scale: 3.5,
      truncated_batches: true
    }
  }
);

// To access the file URL:
console.log(output.url()); //=> "http://example.com"

// To write the file to disk:
fs.writeFile("my-image.png", output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run sakemin/audiosr-long-audio using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "sakemin/audiosr-long-audio:c09c6f035c611e15285c2d6c87837de80b1bc9d01cd3bd310efdae19adf28919",
    input={
        "ddim_steps": 50,
        "input_file": "https://replicate.delivery/pbxt/KAKI8ICYErWME5r97mH0u9PTiWSahhMWKQe6MBgyWt2bXku7/replicate-prediction-7qwdluzb3dgucqauj4gbkzl4w4.wav",
        "guidance_scale": 3.5,
        "truncated_batches": True
    }
)
print(output)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run sakemin/audiosr-long-audio using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "sakemin/audiosr-long-audio:c09c6f035c611e15285c2d6c87837de80b1bc9d01cd3bd310efdae19adf28919",
    "input": {
      "ddim_steps": 50,
      "input_file": "https://replicate.delivery/pbxt/KAKI8ICYErWME5r97mH0u9PTiWSahhMWKQe6MBgyWt2bXku7/replicate-prediction-7qwdluzb3dgucqauj4gbkzl4w4.wav",
      "guidance_scale": 3.5,
      "truncated_batches": true
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

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{
  "completed_at": "2024-01-04T04:29:59.308436Z",
  "created_at": "2024-01-04T04:27:39.751705Z",
  "data_removed": false,
  "error": null,
  "id": "7qm47flbxdhixpwdbxh3hupqmi",
  "input": {
    "ddim_steps": 50,
    "input_file": "https://replicate.delivery/pbxt/KAKI8ICYErWME5r97mH0u9PTiWSahhMWKQe6MBgyWt2bXku7/replicate-prediction-7qwdluzb3dgucqauj4gbkzl4w4.wav",
    "guidance_scale": 3.5,
    "truncated_batches": true
  },
  "logs": "Setting seed to: 546155375\nTruncating batches to 5.12 seconds\n/src/audiosr/utils.py:109: FutureWarning: Pass sr=48000, n_fft=2048, n_mels=256, fmin=20, fmax=24000 as keyword args. From version 0.10 passing these as positional arguments will result in an error\nmel = librosa_mel_fn(sampling_rate, filter_length, n_mel, mel_fmin, mel_fmax)\n2\nRunning DDIM Sampling with 50 timesteps\n  0%|          | 0/6 [00:00<?, ?it/s]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:01<01:00,  1.23s/it]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:01<00:27,  1.74it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:01<00:17,  2.76it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:01<00:12,  3.79it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:01<00:09,  4.79it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:01<00:07,  5.70it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:01<00:06,  6.50it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:02<00:05,  7.15it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:02<00:05,  7.63it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:02<00:05,  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9.44it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.38it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.29it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.24it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.21it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.19it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.17it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.31it/s]\nRunning DDIM Sampling with 50 timesteps\n 50%|█████     | 3/6 [00:24<00:22,  7.34s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.66it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.82it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.96it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.00it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.00it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.03it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.03it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.02it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.99it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.00it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.03it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.04it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  8.92it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:04,  8.95it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.00it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.02it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.02it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  9.01it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.02it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.03it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.05it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.07it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.08it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  8.91it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  8.97it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:03<00:02,  9.00it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.03it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.05it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.06it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.07it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.09it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.09it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  8.81it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  8.87it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:04<00:01,  8.93it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  8.95it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  8.99it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.03it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.06it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.07it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.09it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.10it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.08it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.20it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.22it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.31it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.37it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.41it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.44it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.06it/s]\nRunning DDIM Sampling with 50 timesteps\n 67%|██████▋   | 4/6 [00:30<00:13,  6.79s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.92it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.91it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.98it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.04it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.06it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:05,  8.69it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.91it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.02it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  9.05it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.05it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.06it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  8.98it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.00it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.09it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  8.96it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.01it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.03it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  9.00it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  8.98it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.01it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.04it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.06it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.08it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.10it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.11it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.11it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.11it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.06it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.07it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.09it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.10it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.10it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.10it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.11it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.23it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.31it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.37it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.41it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.19it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.15it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.90it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  8.83it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  8.92it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  8.97it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.00it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.03it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.05it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.06it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.07it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.08it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.06it/s]\nRunning DDIM Sampling with 50 timesteps\n 83%|████████▎ | 5/6 [00:36<00:06,  6.48s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.25it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.22it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.25it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.28it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.31it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.34it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.34it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.37it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.38it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.40it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.41it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.43it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:03,  9.44it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.46it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.47it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.47it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.48it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.49it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.48it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.49it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.48it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:02,  9.36it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.28it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.23it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.20it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.28it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.35it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:02<00:02,  9.40it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.44it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.46it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.48it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.50it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.50it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.41it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.13it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.12it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.12it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.24it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.32it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.35it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.38it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.37it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.36it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.33it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.22it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  8.91it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  8.72it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  8.58it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  8.49it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  8.43it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.23it/s]\n100%|██████████| 6/6 [00:42<00:00,  6.26s/it]\n100%|██████████| 6/6 [00:42<00:00,  7.01s/it]\nRunning DDIM Sampling with 50 timesteps\n  0%|          | 0/6 [00:00<?, ?it/s]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.30it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.41it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.23it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.30it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.34it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.37it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.38it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.35it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.26it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.18it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.13it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.10it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.16it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.24it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.29it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.25it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.29it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.33it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.37it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.40it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.43it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:02,  9.45it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.38it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.28it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.17it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.15it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.25it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.34it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.40it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.37it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.30it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.25it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.21it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.19it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.17it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.15it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.21it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.12it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.12it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.12it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.08it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.05it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.03it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.02it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.15it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.15it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.14it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.22it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.16it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.11it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.23it/s]\nRunning DDIM Sampling with 50 timesteps\n 17%|█▋        | 1/6 [00:05<00:29,  5.84s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.77it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.90it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.94it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  8.98it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:05,  8.99it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  8.94it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.90it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  8.94it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.96it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  8.97it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.05it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.18it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:03,  9.28it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.34it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.16it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  8.97it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  8.98it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  8.98it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  8.97it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  8.98it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  8.99it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  8.98it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:03,  8.97it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  8.96it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  8.95it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  8.93it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:03<00:02,  8.91it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  8.89it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  8.91it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  8.91it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  8.93it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:02,  8.92it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  8.93it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  8.95it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.09it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:04<00:01,  9.09it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.05it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.01it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.00it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  8.99it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.94it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  8.95it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  8.96it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  8.97it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:05<00:00,  8.97it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  8.97it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  8.98it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  8.99it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  8.99it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.04it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  8.99it/s]\nRunning DDIM Sampling with 50 timesteps\n 33%|███▎      | 2/6 [00:11<00:23,  5.93s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.82it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.89it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.14it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.27it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.33it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.36it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.27it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.16it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.09it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.02it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.01it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.02it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.03it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.02it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.02it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.11it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.23it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.19it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.13it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.09it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.06it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.18it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.26it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.22it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.19it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.17it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.01it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.05it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.08it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.09it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.11it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.11it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.13it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.13it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.23it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.27it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.18it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.16it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.07it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.08it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.20it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.29it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.35it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.42it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.38it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.29it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.15it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.14it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.11it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.15it/s]\nRunning DDIM Sampling with 50 timesteps\n 50%|█████     | 3/6 [00:17<00:17,  5.91s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.06it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.25it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.37it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.40it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.42it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.39it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.34it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.18it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.27it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.23it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.20it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.28it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.09it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.13it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.22it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.24it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.26it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.23it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.19it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.28it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.22it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.11it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.21it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.28it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.29it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.33it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.37it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.39it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.42it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.38it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.42it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.44it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.45it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.46it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.42it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.42it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.44it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.38it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.40it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.39it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.42it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.42it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.36it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.25it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.21it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.20it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.27it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.14it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.14it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.29it/s]\nRunning DDIM Sampling with 50 timesteps\n 67%|██████▋   | 4/6 [00:23<00:11,  5.87s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]\u001b[A\nDDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.25it/s]\u001b[A\nDDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.65it/s]\u001b[A\nDDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.97it/s]\u001b[A\nDDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.13it/s]\u001b[A\nDDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.25it/s]\u001b[A\nDDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.32it/s]\u001b[A\nDDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.75it/s]\u001b[A\nDDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  8.85it/s]\u001b[A\nDDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.95it/s]\u001b[A\nDDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.10it/s]\u001b[A\nDDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.21it/s]\u001b[A\nDDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.17it/s]\u001b[A\nDDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.08it/s]\u001b[A\nDDIM Sampler:  28%|██▊       | 14/50 [00:01<00:04,  8.76it/s]\u001b[A\nDDIM Sampler:  30%|███       | 15/50 [00:01<00:04,  8.71it/s]\u001b[A\nDDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  8.86it/s]\u001b[A\nDDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  8.86it/s]\u001b[A\nDDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  8.99it/s]\u001b[A\nDDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.08it/s]\u001b[A\nDDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.17it/s]\u001b[A\nDDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.06it/s]\u001b[A\nDDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.02it/s]\u001b[A\nDDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.14it/s]\u001b[A\nDDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.23it/s]\u001b[A\nDDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.28it/s]\u001b[A\nDDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.26it/s]\u001b[A\nDDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.19it/s]\u001b[A\nDDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.23it/s]\u001b[A\nDDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.26it/s]\u001b[A\nDDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.29it/s]\u001b[A\nDDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.31it/s]\u001b[A\nDDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.08it/s]\u001b[A\nDDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.13it/s]\u001b[A\nDDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.16it/s]\u001b[A\nDDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.20it/s]\u001b[A\nDDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.25it/s]\u001b[A\nDDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.06it/s]\u001b[A\nDDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  8.90it/s]\u001b[A\nDDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  8.84it/s]\u001b[A\nDDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  8.80it/s]\u001b[A\nDDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.97it/s]\u001b[A\nDDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.00it/s]\u001b[A\nDDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.09it/s]\u001b[A\nDDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.10it/s]\u001b[A\nDDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.17it/s]\u001b[A\nDDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.22it/s]\u001b[A\nDDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.25it/s]\u001b[A\nDDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.13it/s]\u001b[A\nDDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.12it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.16it/s]\u001b[A\nDDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.08it/s]\nRunning DDIM Sampling with 50 timesteps\n 83%|████████▎ | 5/6 [00:29<00:05,  5.89s/it]\nDDIM Sampler:   0%|          | 0/50 [00:00<?, 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  "metrics": {
    "predict_time": 79.765364,
    "total_time": 139.556731
  },
  "output": "https://replicate.delivery/pbxt/HsdpUZlXF1bJIp6LcTRu5lmpMrkKutMWW5lHv6WIewfGZeRkA/out.wav",
  "started_at": "2024-01-04T04:28:39.543072Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/7qm47flbxdhixpwdbxh3hupqmi",
    "cancel": "https://api.replicate.com/v1/predictions/7qm47flbxdhixpwdbxh3hupqmi/cancel"
  },
  "version": "44b37256d8d2ade24655f05a0d35128642ca90cbad0f5fa0e9bfa2d345124c8c"
}

Generated in

79.8 seconds

Tweak itReport

Setting seed to: 546155375
Truncating batches to 5.12 seconds
/src/audiosr/utils.py:109: FutureWarning: Pass sr=48000, n_fft=2048, n_mels=256, fmin=20, fmax=24000 as keyword args. From version 0.10 passing these as positional arguments will result in an error
mel = librosa_mel_fn(sampling_rate, filter_length, n_mel, mel_fmin, mel_fmax)
2
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DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.41it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.44it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.38it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.29it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.24it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.21it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.19it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.17it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.31it/s]
Running DDIM Sampling with 50 timesteps
 50%|█████     | 3/6 [00:24<00:22,  7.34s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.66it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.82it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.96it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.00it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.00it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.03it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.03it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.02it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.99it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.00it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.03it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.04it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  8.92it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:04,  8.95it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.00it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.02it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.02it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  9.01it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.02it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.03it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.05it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.07it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.08it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  8.91it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  8.97it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:03<00:02,  9.00it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.03it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.05it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.06it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.07it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.09it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.09it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  8.81it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  8.87it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:04<00:01,  8.93it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  8.95it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  8.99it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.03it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.06it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.07it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.09it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.10it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.08it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.20it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.22it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.31it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.37it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.41it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.44it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.06it/s]
Running DDIM Sampling with 50 timesteps
 67%|██████▋   | 4/6 [00:30<00:13,  6.79s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.92it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.91it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.98it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.04it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.06it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:05,  8.69it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.91it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.02it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  9.05it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.05it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.06it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  8.98it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.00it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.09it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  8.96it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.01it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.03it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  9.00it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  8.98it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.01it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.04it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.06it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.08it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.10it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.06it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.07it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.09it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.10it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.10it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.10it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.11it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.23it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.31it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.37it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.41it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.19it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.15it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.90it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  8.83it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  8.92it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  8.97it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.00it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.03it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.05it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.06it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.07it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.08it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.06it/s]
Running DDIM Sampling with 50 timesteps
 83%|████████▎ | 5/6 [00:36<00:06,  6.48s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.25it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.22it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.25it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.28it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.31it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.37it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.38it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.40it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.41it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.43it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:03,  9.44it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.46it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.47it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.47it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.48it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.49it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.48it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.49it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.48it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:02,  9.36it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.23it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.20it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.35it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:02<00:02,  9.40it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.44it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.46it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.48it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.50it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.50it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.41it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.12it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.12it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.24it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.32it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.35it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.38it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.37it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.36it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.33it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.22it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  8.91it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  8.72it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  8.58it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  8.49it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  8.43it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.23it/s]
100%|██████████| 6/6 [00:42<00:00,  6.26s/it]
100%|██████████| 6/6 [00:42<00:00,  7.01s/it]
Running DDIM Sampling with 50 timesteps
  0%|          | 0/6 [00:00<?, ?it/s]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.30it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.41it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.23it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.30it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.37it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.38it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.35it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.26it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.18it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.13it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.10it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.16it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.24it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.29it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.25it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.29it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.33it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.37it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.40it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.43it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:02,  9.45it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.38it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.17it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.15it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.25it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.34it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.40it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.37it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.30it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.25it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.21it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.19it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.17it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.15it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.21it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.12it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.12it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.12it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.08it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.05it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.03it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.02it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.15it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.15it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.14it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.22it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.11it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.23it/s]
Running DDIM Sampling with 50 timesteps
 17%|█▋        | 1/6 [00:05<00:29,  5.84s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.77it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.90it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.94it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  8.98it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:05,  8.99it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  8.94it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.90it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  8.94it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.96it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  8.97it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.05it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.18it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:03,  9.28it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.34it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.16it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  8.97it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  8.98it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  8.98it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  8.97it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  8.98it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  8.99it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  8.98it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:03,  8.97it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  8.96it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  8.95it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  8.93it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:03<00:02,  8.91it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  8.89it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  8.91it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  8.91it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  8.93it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:02,  8.92it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  8.93it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  8.95it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.09it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:04<00:01,  9.09it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.05it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.01it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.00it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  8.99it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.94it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  8.95it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  8.96it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  8.97it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:05<00:00,  8.97it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  8.97it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  8.98it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  8.99it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  8.99it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.04it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  8.99it/s]
Running DDIM Sampling with 50 timesteps
 33%|███▎      | 2/6 [00:11<00:23,  5.93s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.82it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.89it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.14it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.27it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.33it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.36it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.27it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.16it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.09it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.02it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.01it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.02it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.03it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.02it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.02it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.11it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.23it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.19it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.13it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.09it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.06it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.18it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.26it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.22it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.19it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.17it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.01it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.05it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.08it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.09it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.11it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.11it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.23it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.27it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.18it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.16it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.07it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.08it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.20it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.29it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.35it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.42it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.38it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.29it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.15it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.11it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.15it/s]
Running DDIM Sampling with 50 timesteps
 50%|█████     | 3/6 [00:17<00:17,  5.91s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  9.06it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.25it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.37it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:04,  9.40it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.42it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.39it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.34it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.18it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.27it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.23it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.20it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.28it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.09it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.13it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.22it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.24it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.26it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.23it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.19it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.28it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.22it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.05it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.11it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.21it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.29it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.33it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.37it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.39it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.42it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.38it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.42it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.44it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.45it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.46it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.42it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.42it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.44it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.38it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.40it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.39it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.42it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.42it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.36it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.25it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.21it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.20it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.27it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.14it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.29it/s]
Running DDIM Sampling with 50 timesteps
 67%|██████▋   | 4/6 [00:23<00:11,  5.87s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.25it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  8.65it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  8.97it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.13it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.25it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.32it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  8.75it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  8.85it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:01<00:04,  8.95it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.10it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.21it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.17it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.08it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:04,  8.76it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:04,  8.71it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  8.86it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  8.86it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:02<00:03,  8.99it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.08it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.17it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.06it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.02it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.14it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.23it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.28it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.26it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.19it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.23it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.26it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.29it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.31it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.08it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.13it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.16it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.20it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.25it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:04<00:01,  9.06it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  8.90it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  8.84it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  8.80it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:01,  8.97it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.00it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.09it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.10it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.17it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:05<00:00,  9.22it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.25it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.13it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.12it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.16it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.08it/s]
Running DDIM Sampling with 50 timesteps
 83%|████████▎ | 5/6 [00:29<00:05,  5.89s/it]
DDIM Sampler:   0%|          | 0/50 [00:00<?, ?it/s]
DDIM Sampler:   2%|▏         | 1/50 [00:00<00:05,  8.82it/s]
DDIM Sampler:   4%|▍         | 2/50 [00:00<00:05,  9.02it/s]
DDIM Sampler:   6%|▌         | 3/50 [00:00<00:05,  9.21it/s]
DDIM Sampler:   8%|▊         | 4/50 [00:00<00:05,  9.08it/s]
DDIM Sampler:  10%|█         | 5/50 [00:00<00:04,  9.21it/s]
DDIM Sampler:  12%|█▏        | 6/50 [00:00<00:04,  9.15it/s]
DDIM Sampler:  14%|█▍        | 7/50 [00:00<00:04,  9.12it/s]
DDIM Sampler:  16%|█▌        | 8/50 [00:00<00:04,  9.18it/s]
DDIM Sampler:  18%|█▊        | 9/50 [00:00<00:04,  9.28it/s]
DDIM Sampler:  20%|██        | 10/50 [00:01<00:04,  9.32it/s]
DDIM Sampler:  22%|██▏       | 11/50 [00:01<00:04,  9.18it/s]
DDIM Sampler:  24%|██▍       | 12/50 [00:01<00:04,  9.24it/s]
DDIM Sampler:  26%|██▌       | 13/50 [00:01<00:04,  9.14it/s]
DDIM Sampler:  28%|██▊       | 14/50 [00:01<00:03,  9.12it/s]
DDIM Sampler:  30%|███       | 15/50 [00:01<00:03,  9.21it/s]
DDIM Sampler:  32%|███▏      | 16/50 [00:01<00:03,  9.16it/s]
DDIM Sampler:  34%|███▍      | 17/50 [00:01<00:03,  9.24it/s]
DDIM Sampler:  36%|███▌      | 18/50 [00:01<00:03,  9.23it/s]
DDIM Sampler:  38%|███▊      | 19/50 [00:02<00:03,  9.20it/s]
DDIM Sampler:  40%|████      | 20/50 [00:02<00:03,  9.26it/s]
DDIM Sampler:  42%|████▏     | 21/50 [00:02<00:03,  9.19it/s]
DDIM Sampler:  44%|████▍     | 22/50 [00:02<00:03,  9.21it/s]
DDIM Sampler:  46%|████▌     | 23/50 [00:02<00:02,  9.27it/s]
DDIM Sampler:  48%|████▊     | 24/50 [00:02<00:02,  9.31it/s]
DDIM Sampler:  50%|█████     | 25/50 [00:02<00:02,  9.35it/s]
DDIM Sampler:  52%|█████▏    | 26/50 [00:02<00:02,  9.36it/s]
DDIM Sampler:  54%|█████▍    | 27/50 [00:02<00:02,  9.37it/s]
DDIM Sampler:  56%|█████▌    | 28/50 [00:03<00:02,  9.37it/s]
DDIM Sampler:  58%|█████▊    | 29/50 [00:03<00:02,  9.26it/s]
DDIM Sampler:  60%|██████    | 30/50 [00:03<00:02,  9.30it/s]
DDIM Sampler:  62%|██████▏   | 31/50 [00:03<00:02,  9.32it/s]
DDIM Sampler:  64%|██████▍   | 32/50 [00:03<00:01,  9.36it/s]
DDIM Sampler:  66%|██████▌   | 33/50 [00:03<00:01,  9.38it/s]
DDIM Sampler:  68%|██████▊   | 34/50 [00:03<00:01,  9.41it/s]
DDIM Sampler:  70%|███████   | 35/50 [00:03<00:01,  9.43it/s]
DDIM Sampler:  72%|███████▏  | 36/50 [00:03<00:01,  9.44it/s]
DDIM Sampler:  74%|███████▍  | 37/50 [00:03<00:01,  9.39it/s]
DDIM Sampler:  76%|███████▌  | 38/50 [00:04<00:01,  9.24it/s]
DDIM Sampler:  78%|███████▊  | 39/50 [00:04<00:01,  9.21it/s]
DDIM Sampler:  80%|████████  | 40/50 [00:04<00:01,  9.24it/s]
DDIM Sampler:  82%|████████▏ | 41/50 [00:04<00:00,  9.26it/s]
DDIM Sampler:  84%|████████▍ | 42/50 [00:04<00:00,  9.20it/s]
DDIM Sampler:  86%|████████▌ | 43/50 [00:04<00:00,  9.21it/s]
DDIM Sampler:  88%|████████▊ | 44/50 [00:04<00:00,  9.10it/s]
DDIM Sampler:  90%|█████████ | 45/50 [00:04<00:00,  9.17it/s]
DDIM Sampler:  92%|█████████▏| 46/50 [00:04<00:00,  9.19it/s]
DDIM Sampler:  94%|█████████▍| 47/50 [00:05<00:00,  9.15it/s]
DDIM Sampler:  96%|█████████▌| 48/50 [00:05<00:00,  9.20it/s]
DDIM Sampler:  98%|█████████▊| 49/50 [00:05<00:00,  9.24it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.28it/s]
DDIM Sampler: 100%|██████████| 50/50 [00:05<00:00,  9.25it/s]
100%|██████████| 6/6 [00:35<00:00,  5.87s/it]
100%|██████████| 6/6 [00:35<00:00,  5.88s/it]
torch.Size([1, 1, 2, 1474656])

This output was created using a different version of the model, sakemin/audiosr-long-audio:44b37256.

Run time and cost

This model costs approximately $0.10 to run on Replicate, or 10 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia L40S GPU hardware. Predictions typically complete within 107 seconds.

Readme

AudioSR: Versatile Audio Super-resolution at Scale

Pass your audio in, AudioSR will make it high fidelity!

Work on all types of audio (e.g., music, speech, dog, raining, …) & to 48khz.

Longer audio input is also compatible with this model, by implementing audio slicing into chunks.